Schematic overview of the cellular and molecular mechanisms involved in the cancer progression, including the proposed cellular and molecular mechanisms in cancer cells trajectory. AT1: alveolar type 1 cells; AT2: alveolar type 2 cells; AAH: atypical adenomatous hyperplasia; AIS: adenocarcinoma in situ; MIA: minimally invasive adenocarcinoma; IA: invasive adenocarcinoma; EMT: epithelial-mesenchymal transition

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Center for Computational Systems Medicine
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Gene summary

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Malignant transformation analysis

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Malignant transformation related pathway analysis

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Cell-cell communication analysis

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Single-cell gene regulatory network inference analysis

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Somatic mutation of malignant transformation related genes

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Related drugs of malignant transformation related genes

Gene: TM4SF5

Gene summary for TM4SF5

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TM4SF5

Gene ID

9032

Gene nametransmembrane 4 L six family member 5
Gene AliasTM4SF5
Cytomap17p13.2
Gene Typeprotein-coding
GO ID

GO:0000082

UniProtAcc

O14894


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Malignant transformation analysis

check button Identification of the aberrant gene expression in precancerous and cancerous lesions by comparing the gene expression of stem-like cells in diseased tissues with normal stem cells
check button Malignant transformation involving gene list.
Entrez IDSymbolReplicatesSpeciesOrganTissueAdj P-valueLog2FCMalignancy
9032TM4SF5HTA11_3410_2000001011HumanColorectumAD1.23e-041.31e-010.0155
9032TM4SF5HTA11_2487_2000001011HumanColorectumSER3.73e-176.35e-01-0.1808
9032TM4SF5HTA11_1938_2000001011HumanColorectumAD8.45e-113.07e-01-0.0811
9032TM4SF5HTA11_347_2000001011HumanColorectumAD2.37e-142.66e-01-0.1954
9032TM4SF5HTA11_411_2000001011HumanColorectumSER2.54e-191.41e+00-0.2602
9032TM4SF5HTA11_2112_2000001011HumanColorectumSER1.88e-139.30e-01-0.2196
9032TM4SF5HTA11_3361_2000001011HumanColorectumAD7.91e-051.79e-01-0.1207
9032TM4SF5HTA11_83_2000001011HumanColorectumSER1.47e-062.72e-01-0.1526
9032TM4SF5HTA11_696_2000001011HumanColorectumAD7.30e-093.04e-01-0.1464
9032TM4SF5HTA11_866_2000001011HumanColorectumAD1.15e-031.56e-01-0.1001
9032TM4SF5HTA11_1391_2000001011HumanColorectumAD1.62e-112.62e-01-0.059
9032TM4SF5HTA11_2992_2000001011HumanColorectumSER1.51e-042.51e-01-0.1706
9032TM4SF5HTA11_5212_2000001011HumanColorectumAD3.03e-032.03e-01-0.2061
9032TM4SF5HTA11_546_2000001011HumanColorectumAD2.65e-041.72e-01-0.0842
9032TM4SF5HTA11_7862_2000001011HumanColorectumAD1.96e-031.67e-01-0.0179
9032TM4SF5HTA11_866_3004761011HumanColorectumAD5.92e-061.65e-010.096
9032TM4SF5HTA11_8622_2000001021HumanColorectumSER2.50e-083.72e-010.0528
9032TM4SF5HTA11_10623_2000001011HumanColorectumAD3.04e-052.51e-01-0.0177
9032TM4SF5HTA11_6801_2000001011HumanColorectumSER2.21e-021.94e-010.0171
9032TM4SF5HTA11_10711_2000001011HumanColorectumAD9.64e-062.36e-010.0338
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
Colorectum (GSE201348)The image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal cancer
GCThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.CAG: Chronic atrophic gastritis
CAG with IM: Chronic atrophic gastritis with intestinal metaplasia
CSG: Chronic superficial gastritis
GC: Gastric cancer
SIM: Severe intestinal metaplasia
WIM: Wild intestinal metaplasia
LiverThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.HCC: Hepatocellular carcinoma
NAFLD: Non-alcoholic fatty liver disease
∗log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.

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Malignant transformation related pathway analysis

check buttonFind out the enriched GO biological processes and KEGG pathways involved in transition from healthy to precancer to cancer
check button Figure of enriched GO biological processes.
TissueDisease StageEnriched GO biological Processes
ColorectumADGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumSERGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumMSSGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumMSI-HGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumFAPGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
∗Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
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check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:0007346ColorectumADregulation of mitotic cell cycle119/3918457/187234.60e-033.14e-02119
GO:00073461ColorectumMSSregulation of mitotic cell cycle108/3467457/187233.30e-032.50e-02108
GO:00447722LiverHCCmitotic cell cycle phase transition240/7958424/187232.47e-096.84e-08240
GO:000734611LiverHCCregulation of mitotic cell cycle255/7958457/187234.96e-091.30e-07255
GO:19019901LiverHCCregulation of mitotic cell cycle phase transition167/7958299/187231.96e-062.71e-05167
GO:19019871LiverHCCregulation of cell cycle phase transition211/7958390/187232.11e-062.89e-05211
GO:00448432LiverHCCcell cycle G1/S phase transition134/7958241/187232.60e-052.70e-04134
GO:00000822LiverHCCG1/S transition of mitotic cell cycle119/7958214/187237.11e-056.39e-04119
GO:1902806LiverHCCregulation of cell cycle G1/S phase transition91/7958168/187231.47e-037.79e-0391
GO:20000451LiverHCCregulation of G1/S transition of mitotic cell cycle77/7958142/187233.13e-031.45e-0277
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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Cell-cell communication analysis

check buttonIdentification of potential cell-cell interactions between two cell types and their ligand-receptor pairs for different disease states
LigandReceptorLRpairPathwayTissueDisease Stage
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Single-cell gene regulatory network inference analysis

check buttonFind out the significant the regulons (TFs) and the target genes of each regulon across cell types for different disease states
TFCell TypeTissueDisease StageTarget GeneRSSRegulon Activity
∗The dot plots of a searched regulon are shown for all cell subpopulations in each disease state of each tissue based on the regulon specific score inferred using pySCENIC and by calculating the average expression.
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Somatic mutation of malignant transformation related genes

check buttonAnnotation of somatic variants for genes involved in malignant transformation
Hugo SymbolVariant ClassVariant ClassificationdbSNP RSHGVScHGVSpHGVSp ShortSWISSPROTBIOTYPESIFTPolyPhenTumor Sample BarcodeTissueHistologySexAgeStageTherapy TypesDrugsOutcome
TM4SF5SNVMissense_Mutationc.436N>Cp.Glu146Glnp.E146QO14894protein_codingtolerated(0.65)benign(0.003)TCGA-EA-A3HT-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
TM4SF5SNVMissense_Mutationnovelc.317C>Tp.Ser106Leup.S106LO14894protein_codingtolerated(0.18)benign(0.146)TCGA-IR-A3LF-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
TM4SF5SNVMissense_Mutationc.521N>Tp.Gly174Valp.G174VO14894protein_codingtolerated(0.19)probably_damaging(0.95)TCGA-AA-3492-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
TM4SF5SNVMissense_Mutationc.436N>Ap.Glu146Lysp.E146KO14894protein_codingtolerated(0.8)benign(0.001)TCGA-AD-5900-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
TM4SF5SNVMissense_Mutationrs199806115c.530N>Cp.Leu177Prop.L177PO14894protein_codingdeleterious(0)probably_damaging(0.979)TCGA-F4-6460-01Colorectumcolon adenocarcinomaFemale<65III/IVChemotherapycapecitabinePD
TM4SF5SNVMissense_Mutationc.338N>Ap.Arg113Glnp.R113QO14894protein_codingtolerated(0.57)benign(0.009)TCGA-EI-6917-01Colorectumrectum adenocarcinomaMale<65III/IVChemotherapy5fluorouracil+oxaciplatina+l-folinianSD
TM4SF5insertionFrame_Shift_Insrs780191120c.570_571insAp.Gln193ThrfsTer10p.Q193Tfs*10O14894protein_codingTCGA-CM-4743-01Colorectumcolon adenocarcinomaMale>=65I/IIChemotherapycapecitabineSD
TM4SF5SNVMissense_Mutationnovelc.360G>Ap.Met120Ilep.M120IO14894protein_codingtolerated(0.43)benign(0)TCGA-AJ-A8CW-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
TM4SF5SNVMissense_Mutationc.338N>Ap.Arg113Glnp.R113QO14894protein_codingtolerated(0.57)benign(0.009)TCGA-AP-A056-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
TM4SF5SNVMissense_Mutationc.46A>Gp.Thr16Alap.T16AO14894protein_codingtolerated(1)benign(0.007)TCGA-AP-A0LM-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycisplatinSD
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Related drugs of malignant transformation related genes

check buttonIdentification of chemicals and drugs interact with genes involved in malignant transfromation
(DGIdb 4.0)
Entrez IDSymbolCategoryInteraction TypesDrug Claim NameDrug NamePMIDs
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